{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Day19 进阶构图元素——colorbar\n",
    "\n",
    "　　`colorbar`是`matplotlib`中非常常用的一种构图元素，当我们对图层施加色彩映射时，就可以为图像添加数值与色彩对照的类似比色卡一样的部件，相当于色彩映射的“图例”。今天我们就来学习有关它的常用的知识。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:54.575408Z",
     "iopub.status.busy": "2020-11-05T14:15:54.575408Z",
     "iopub.status.idle": "2020-11-05T14:15:54.920483Z",
     "shell.execute_reply": "2020-11-05T14:15:54.919568Z",
     "shell.execute_reply.started": "2020-11-05T14:15:54.575408Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "matplotlib版本： 3.1.3\n"
     ]
    }
   ],
   "source": [
    "import matplotlib;print('matplotlib版本：', matplotlib.__version__)\n",
    "import matplotlib.pyplot as plt # 从matplotlib中导入我们最经常使用的pyplot子模\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 设定默认字体为SimHei以解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus'] = False # 解决图像负号'-'不正常显示的问题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　我们可以通过将带有色彩映射的图层保存到变量中，并利用`fig.colorbar()`来激活`colorbar`："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:54.921483Z",
     "iopub.status.busy": "2020-11-05T14:15:54.921483Z",
     "iopub.status.idle": "2020-11-05T14:15:55.119949Z",
     "shell.execute_reply": "2020-11-05T14:15:55.119949Z",
     "shell.execute_reply.started": "2020-11-05T14:15:54.921483Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "np.random.seed(42)\n",
    "x = np.random.uniform(0, 1, 100)\n",
    "y = np.random.uniform(0, 1, 100)\n",
    "color = np.random.randint(0, 100, 100)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 将色彩映射图层保存到变量中\n",
    "scatter = ax.scatter(x, y, c=color, s=500, \n",
    "                     alpha=0.7, edgecolor='black',\n",
    "                     cmap='Blues')\n",
    "\n",
    "# 激活colorbar\n",
    "fig.colorbar(scatter);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　可以看到在激活`colorbar`之后，图像的右侧出现了带有刻度的色带，通过它我们就可以辅助解读图中的色彩映射情况，下面我们来学习其参数设置的常用方法。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　首先我们来学习`colorbar`的一些常用参数，在上面图像的基础上，首先我们来学习下面这些参数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:55.121944Z",
     "iopub.status.busy": "2020-11-05T14:15:55.120946Z",
     "iopub.status.idle": "2020-11-05T14:15:55.282515Z",
     "shell.execute_reply": "2020-11-05T14:15:55.282515Z",
     "shell.execute_reply.started": "2020-11-05T14:15:55.121944Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "scatter = ax.scatter(x, y, c=color, s=500, \n",
    "                     alpha=0.7, edgecolor='black',\n",
    "                     cmap='Blues')\n",
    "\n",
    "fig.colorbar(scatter, \n",
    "             shrink=0.8, # 修改colorbar的缩放比例，默认是1\n",
    "             aspect=10, # 修改colorbar的长宽比\n",
    "             pad=0.01, # 控制colorbar距离图像区域的比例距离\n",
    "             label='colorbar' # 添加colorbar标题\n",
    "            );"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　而通过`colorbar`的`extend`参数，我们还可以修改`colorbar`的上下端形状，有下面几种选择："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:55.283511Z",
     "iopub.status.busy": "2020-11-05T14:15:55.283511Z",
     "iopub.status.idle": "2020-11-05T14:15:55.418186Z",
     "shell.execute_reply": "2020-11-05T14:15:55.418186Z",
     "shell.execute_reply.started": "2020-11-05T14:15:55.283511Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "scatter = ax.scatter(x, y, c=color, s=500, \n",
    "                     alpha=0.7, edgecolor='black',\n",
    "                     cmap='Blues')\n",
    "\n",
    "fig.colorbar(scatter, \n",
    "             shrink=0.8, # 修改colorbar的缩放比例，默认是1\n",
    "             aspect=10, # 修改colorbar的长宽比\n",
    "             pad=0.01, # 控制colorbar距离图像区域的比例距离\n",
    "             label='colorbar', # 添加colorbar标题\n",
    "             extend='max'\n",
    "            );"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:55.419148Z",
     "iopub.status.busy": "2020-11-05T14:15:55.419148Z",
     "iopub.status.idle": "2020-11-05T14:15:55.558810Z",
     "shell.execute_reply": "2020-11-05T14:15:55.558810Z",
     "shell.execute_reply.started": "2020-11-05T14:15:55.419148Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "scatter = ax.scatter(x, y, c=color, s=500, \n",
    "                     alpha=0.7, edgecolor='black',\n",
    "                     cmap='Blues')\n",
    "\n",
    "fig.colorbar(scatter, \n",
    "             shrink=0.8, # 修改colorbar的缩放比例，默认是1\n",
    "             aspect=10, # 修改colorbar的长宽比\n",
    "             pad=0.01, # 控制colorbar距离图像区域的比例距离\n",
    "             label='colorbar', # 添加colorbar标题\n",
    "             extend='min'\n",
    "            );"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:55.559772Z",
     "iopub.status.busy": "2020-11-05T14:15:55.559772Z",
     "iopub.status.idle": "2020-11-05T14:15:55.709373Z",
     "shell.execute_reply": "2020-11-05T14:15:55.709373Z",
     "shell.execute_reply.started": "2020-11-05T14:15:55.559772Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "scatter = ax.scatter(x, y, c=color, s=500, \n",
    "                     alpha=0.7, edgecolor='black',\n",
    "                     cmap='Blues')\n",
    "\n",
    "fig.colorbar(scatter, \n",
    "             shrink=0.8, # 修改colorbar的缩放比例，默认是1\n",
    "             aspect=10, # 修改colorbar的长宽比\n",
    "             pad=0.01, # 控制colorbar距离图像区域的比例距离\n",
    "             label='colorbar', # 添加colorbar标题\n",
    "             extend='both'\n",
    "            );"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　而通过参数`orientation`可以调整`colorbar`的位置，默认是垂直的，当设置为`horizontal`时会调整到下方水平放置："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:55.712364Z",
     "iopub.status.busy": "2020-11-05T14:15:55.711368Z",
     "iopub.status.idle": "2020-11-05T14:15:55.869977Z",
     "shell.execute_reply": "2020-11-05T14:15:55.869977Z",
     "shell.execute_reply.started": "2020-11-05T14:15:55.712364Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "scatter = ax.scatter(x, y, c=color, s=500, \n",
    "                     alpha=0.7, edgecolor='black',\n",
    "                     cmap='Blues')\n",
    "\n",
    "fig.colorbar(scatter, \n",
    "             shrink=0.8, # 修改colorbar的缩放比例，默认是1\n",
    "             aspect=10, # 修改colorbar的长宽比\n",
    "             pad=0.01, # 控制colorbar距离图像区域的比例距离\n",
    "             label='colorbar', # 添加colorbar标题\n",
    "             extend='both',\n",
    "             orientation='horizontal'\n",
    "            );"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　如果我们想要调整`colorbar`的刻度和刻度标签，`colorbar`还提供了`ticks`和`format`参数，使得我们可以像设置坐标轴标签那样设置`colorbar`的刻度值："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:55.871937Z",
     "iopub.status.busy": "2020-11-05T14:15:55.871937Z",
     "iopub.status.idle": "2020-11-05T14:15:56.064423Z",
     "shell.execute_reply": "2020-11-05T14:15:56.064423Z",
     "shell.execute_reply.started": "2020-11-05T14:15:55.871937Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import ticker\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "scatter = ax.scatter(x, y, c=color, s=500, \n",
    "                     alpha=0.7, edgecolor='black',\n",
    "                     cmap='Blues')\n",
    "\n",
    "fig.colorbar(scatter, \n",
    "             shrink=0.8, # 修改colorbar的缩放比例，默认是1\n",
    "             aspect=10, # 修改colorbar的长宽比\n",
    "             pad=0.01, # 控制colorbar距离图像区域的比例距离\n",
    "             label='colorbar', # 添加colorbar标题\n",
    "             extend='both',\n",
    "             orientation='horizontal',\n",
    "             ticks=ticker.MultipleLocator(10),\n",
    "             format=ticker.FuncFormatter(lambda x, pos: f'{int(x)}%')\n",
    "            );"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　最自由的是，当我们把`colorbar()`保存到变量后，可以基于其`ax`属性，把它当成一个单独的`Axes`来进行一些参数的设置，譬如下面我们就对刻度、网格线以及坐标轴标签进行设置（因为是水平方向，所以刻度对应x轴）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:56.065419Z",
     "iopub.status.busy": "2020-11-05T14:15:56.065419Z",
     "iopub.status.idle": "2020-11-05T14:15:56.253915Z",
     "shell.execute_reply": "2020-11-05T14:15:56.253915Z",
     "shell.execute_reply.started": "2020-11-05T14:15:56.065419Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import ticker\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "scatter = ax.scatter(x, y, c=color, s=500, \n",
    "                     alpha=0.7, edgecolor='black',\n",
    "                     cmap='Reds')\n",
    "\n",
    "bar = fig.colorbar(scatter, \n",
    "                   shrink=1, # 修改colorbar的缩放比例，默认是1\n",
    "                   aspect=15, # 修改colorbar的长宽比\n",
    "                   pad=0.1, # 控制colorbar距离图像区域的比例距离\n",
    "                   label='colorbar', # 添加colorbar标题\n",
    "                   orientation='horizontal'\n",
    "                  )\n",
    "\n",
    "bar.ax.xaxis.set_major_locator(ticker.MultipleLocator(10))\n",
    "bar.ax.xaxis.set_minor_locator(ticker.MultipleLocator(5))\n",
    "bar.ax.grid(True, color='black')\n",
    "bar.ax.tick_params(axis='x', which='minor', direction='in', length=8)\n",
    "bar.ax.tick_params(axis='x', which='major', color='none')\n",
    "bar.ax.set_xlabel('colorbar', color='red', fontsize=24);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 课后测验：\n",
    "\n",
    "　　接下来的时间交给你们，通过本节课的内容，请你结合过往所学的一些知识，在下面代码的基础上，尽量模仿还原出下图：\n",
    "\n",
    "<center>\n",
    "    <img src=\"imgs/课后题目.png\" width=500></img>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-05T14:15:56.255910Z",
     "iopub.status.busy": "2020-11-05T14:15:56.254912Z",
     "iopub.status.idle": "2020-11-05T14:15:56.259900Z",
     "shell.execute_reply": "2020-11-05T14:15:56.259900Z",
     "shell.execute_reply.started": "2020-11-05T14:15:56.255910Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x540 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "\n",
    "np.random.seed(42)\n",
    "df = \\\n",
    "(\n",
    "    pd\n",
    "    .DataFrame({\n",
    "        'x': np.random.randint(0, 10, 100000),\n",
    "        'y': np.random.randint(0, 10, 100000)})\n",
    "    .groupby(['x', 'y'])\n",
    "    .agg({'x': 'count'})\n",
    "    .rename(columns={'x': 'color'})\n",
    "    .reset_index(drop=False)\n",
    ")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 7.5))\n",
    "\n",
    "'''补充你的代码'''\n",
    "scatter = ax.scatter(df['x'],df['y'],marker='s',c=df['color'],cmap='Greys',s=800,\n",
    "          edgecolor='black',linestyle='--')\n",
    "bar=fig.colorbar(scatter,orientation='horizontal',pad = 0.01,extend='max')\n",
    "bar.ax.xaxis.set_major_locator(ticker.MultipleLocator(20))\n",
    "bar.ax.tick_params(axis='x', which='major', rotation=90, labelsize=15)\n",
    "ax.axis('off')\n",
    "\n",
    "fig.set_facecolor('white')\n",
    "fig.savefig('课后题目.png', dpi=300, pad_inches=0, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 请在今天对应的帖子下回复你的代码和结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>1007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>1036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>1018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1060</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    x  y  color\n",
       "0   0  0   1009\n",
       "1   0  1    992\n",
       "2   0  2    974\n",
       "3   0  3   1009\n",
       "4   0  4    976\n",
       ".. .. ..    ...\n",
       "95  9  5   1007\n",
       "96  9  6   1036\n",
       "97  9  7    946\n",
       "98  9  8   1018\n",
       "99  9  9   1060\n",
       "\n",
       "[100 rows x 3 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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